{"id":"W2141790796","doi":"10.1016/j.worlddev.2012.10.010","title":"The Role of Forest-Related Income in Household Economies and Rural Livelihoods in the Border-Region of Southern China","year":2012,"lang":"en","type":"article","venue":"World Development","topic":"Conservation, Biodiversity, and Resource Management","field":"Environmental Science","cited_by":143,"is_retracted":false,"has_abstract":false,"ca_institutions":"Royal Roads University","funders":"Economic and Social Research Council; Centre for International Forestry Research; Australian Agency for International Development","keywords":"Livelihood; China; Household income; Productivity; Socioeconomic status; Socioeconomics; Agricultural economics; Economics; Business; Geography; Agriculture; Economic growth","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004588703,0.00007181436,0.0000846191,0.00006176723,0.00009855614,0.000009921128,0.0001816452,0.00001905101,0.0000342624],"category_scores_gemma":[0.000006814447,0.00004392137,0.00001674181,0.0001973683,0.000131412,0.00005129478,0.0002264103,0.0000580917,0.00001120672],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006634826,"about_ca_system_score_gemma":0.000007178206,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00116739,"about_ca_topic_score_gemma":0.006794312,"domain_scores_codex":[0.9993804,0.00004894796,0.0002201565,0.00007598232,0.0001222804,0.0001522178],"domain_scores_gemma":[0.9997271,0.00004704702,0.0000914992,0.0001121335,0.000002064624,0.000020188],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000009598438,0.00004369476,0.9726911,0.000004286086,0.000006860756,2.830994e-7,0.01509091,0.0001687832,0.000007333831,0.00004948005,0.00002519414,0.01190251],"study_design_scores_gemma":[0.0002041748,0.00000639263,0.9807842,0.00001597393,0.000003543448,6.216592e-7,0.004249968,0.00004925229,0.00003853073,0.0003108481,0.01427747,0.00005904067],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9961542,0.0002504466,0.000003277986,0.0005358207,0.00002521763,0.0001888887,0.000001061662,0.000004191186,0.002836873],"genre_scores_gemma":[0.9993052,0.00003601265,0.00006733829,0.00004752464,0.000003516372,0.000007960154,0.000001522207,0.000002922031,0.0005279704],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01425228,"threshold_uncertainty_score":0.3791386,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00689484504670786,"score_gpt":0.1804060094658906,"score_spread":0.1735111644191828,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}